{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cpi yoy cpi 同比计算的一个指标\n",
    "\n",
    "CPI通胀率=(当期CPI−基期CPI )/ 基期CPI×100%\n",
    "\n",
    "范围说明\n",
    "\n",
    "- 适度通胀（2%-3%） 是最理想的目标。\n",
    "- 高通胀（> 5%） 会导致物价失控，损害消费者购买力，并可能促使央行采取紧缩政策。\n",
    "- 负通胀（< 0%） 会导致经济陷入衰退，消费者信心下降。\n",
    "\n",
    "与黄金的关系\n",
    "\n",
    "- 长期内，黄金与CPI呈正相关\n",
    "- 在短期内，黄金价格的波动可能并不完全由CPI决定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          商品          日期   今值  预测值   前值\n",
      "642  美国CPI月率  2023-07-12  0.2  0.3  0.1\n",
      "643  美国CPI月率  2023-08-10  0.2  0.2  0.2\n",
      "644  美国CPI月率  2023-09-13  0.6  0.6  0.2\n",
      "645  美国CPI月率  2023-10-12  0.4  0.3  0.5\n",
      "646  美国CPI月率  2023-11-14  0.0  0.1  0.4\n",
      "647  美国CPI月率  2023-12-12  0.1  0.0  0.1\n",
      "648  美国CPI月率  2024-01-11  0.3  0.2  0.2\n",
      "649  美国CPI月率  2024-02-13  0.3  0.2  0.2\n",
      "650  美国CPI月率  2024-03-12  0.4  0.4  0.3\n",
      "651  美国CPI月率  2024-04-10  0.4  0.3  0.4\n",
      "652  美国CPI月率  2024-05-15  0.3  0.4  0.4\n",
      "653  美国CPI月率  2024-06-12  0.0  0.1  0.3\n",
      "654  美国CPI月率  2024-07-11 -0.1  0.1  0.0\n",
      "655  美国CPI月率  2024-08-14  0.2  0.2 -0.1\n",
      "656  美国CPI月率  2024-09-11  0.2  0.2  0.2\n",
      "657  美国CPI月率  2024-10-10  0.2  0.1  0.2\n",
      "658  美国CPI月率  2024-11-13  0.2  0.2  0.2\n",
      "659  美国CPI月率  2024-12-11  0.3  0.3  0.2\n",
      "660  美国CPI月率  2025-01-15  0.4  0.4  0.3\n",
      "661  美国CPI月率  2025-02-12  NaN  NaN  0.4\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 获取美国CPI数据（消费者物价指数）\n",
    "cpi_data = ak.macro_usa_cpi_monthly().tail(12*20)\n",
    "print(cpi_data.tail(20))\n",
    "\n",
    "# 转换日期格式\n",
    "cpi_data['日期'] = pd.to_datetime(cpi_data['日期'])\n",
    "\n",
    "# 确保CPI增值为数值类型\n",
    "cpi_data['今值'] = pd.to_numeric(cpi_data['今值'], errors='coerce')\n",
    "\n",
    "# 去除缺失值\n",
    "cpi_data.dropna(subset=['今值'], inplace=True)\n",
    "\n",
    "# 计算CPI值（增值加上100）\n",
    "cpi_data['CPI值'] = cpi_data['今值']\n",
    "\n",
    "# 计算CPI同比增速（每月CPI同比增长率）\n",
    "cpi_data['CPI同比增速'] = cpi_data['CPI值'].pct_change(12) * 100  # 每年变化，乘以100转为百分比\n",
    "\n",
    "# 绘制美国CPI通胀率曲线\n",
    "plt.figure(figsize=(14, 7))\n",
    "\n",
    "# 绘制CPI通胀率曲线\n",
    "plt.plot(cpi_data['日期'], cpi_data['CPI同比增速'], label=\"美国CPI通胀率\", color='blue', linestyle='-', marker='x')\n",
    "\n",
    "# 添加标题和标签\n",
    "plt.title('美国CPI通胀率', fontsize=16)\n",
    "plt.xlabel('月份', fontsize=12)\n",
    "plt.ylabel('CPI同比增速 (%)', fontsize=12)\n",
    "plt.legend()\n",
    "\n",
    "# 显示图表\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签以便更好显示\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
